Overview

Dataset Statistics

Number of Variables 20
Number of Rows 6819
Missing Cells 0
Missing Cells (%) 0.0%
Duplicate Rows 0
Duplicate Rows (%) 0.0%
Total Size in Memory 1.0 MB
Average Row Size in Memory 160.0 B
Variable Types
  • Numerical: 19
  • Categorical: 1

Dataset Insights

Interest Expense Ratio is skewed Skewed
Revenue Per Share (Yuan ¥) is skewed Skewed
Net Income to Stockholder's Equity is skewed Skewed
Debt ratio % is skewed Skewed
Non-industry income and expenditure/revenue is skewed Skewed
Working Capital/Equity is skewed Skewed
Net Value Growth Rate is skewed Skewed
Total debt/Total net worth is skewed Skewed
Interest-bearing debt interest rate is skewed Skewed
Total Asset Growth Rate is skewed Skewed
Continuous interest rate (after tax) is skewed Skewed
Operating Profit Growth Rate is skewed Skewed
Degree of Financial Leverage (DFL) is skewed Skewed
Interest Coverage Ratio (Interest expense to EBIT) is skewed Skewed
After-tax Net Profit Growth Rate is skewed Skewed
Total assets to GNP price is skewed Skewed
Research and development expense rate is skewed Skewed
Average Collection Days is skewed Skewed
Persistent EPS in the Last Four Seasons is skewed Skewed
Target has constant length 1 Constant Length
Interest-bearing debt interest rate has 891 (13.07%) zeros Zeros
Research and development expense rate has 1424 (20.88%) zeros Zeros
  • 1
  • 2
  • 3

Variables


Interest Expense Ratio

numerical

Approximate Distinct Count 3794
Approximate Unique (%) 55.6%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 0.631
Minimum 0
Maximum 1
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Interest Expense Ratio is skewed left (γ1 = -16.8189)

Quantile Statistics

Minimum 0
5-th Percentile 0.6294
Q1 0.6306
Median 0.6307
Q3 0.6311
95-th Percentile 0.6335
Maximum 1
Range 1
IQR 0.00051301

Descriptive Statistics

Mean 0.631
Standard Deviation 0.01124
Variance 0.0001263
Sum 4302.7277
Skewness -16.8189
Kurtosis 1740.0242
Coefficient of Variation 0.01781
  • Interest Expense Ratio is not normally distributed (p-value 4.241774744704489e-25)
  • Interest Expense Ratio has 1362 outliers

Revenue Per Share (Yuan ¥)

numerical

Approximate Distinct Count 3807
Approximate Unique (%) 55.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 1.3286e+06
Minimum 0
Maximum 3.02e+09
Zeros 2
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Revenue Per Share (Yuan Â¥) is skewed right (γ1 = 43.7595)

Quantile Statistics

Minimum 0
5-th Percentile 0.005685
Q1 0.01563
Median 0.02738
Q3 0.04636
95-th Percentile 0.1107
Maximum 3.02e+09
Range 3.02e+09
IQR 0.03073

Descriptive Statistics

Mean 1.3286e+06
Standard Deviation 5.1707e+07
Variance 2.6736e+15
Sum 9.06e+09
Skewness 43.7595
Kurtosis 2126.2508
Coefficient of Variation 38.9173
  • Revenue Per Share (Yuan Â¥) is not normally distributed (p-value 4.226598763735563e-25)
  • Revenue Per Share (Yuan Â¥) has 478 outliers

Net Income to Stockholder's Equity

numerical

Approximate Distinct Count 6819
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 0.8404
Minimum 0
Maximum 1
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Net Income to Stockholder's Equity is skewed left (γ1 = -37.9563)

Quantile Statistics

Minimum 0
5-th Percentile 0.8358
Q1 0.8401
Median 0.8412
Q3 0.8424
95-th Percentile 0.8443
Maximum 1
Range 1
IQR 0.002242

Descriptive Statistics

Mean 0.8404
Standard Deviation 0.01452
Variance 0.0002109
Sum 5730.7017
Skewness -37.9563
Kurtosis 1943.2826
Coefficient of Variation 0.01728
  • Net Income to Stockholder's Equity is not normally distributed (p-value 1.4706850915115338e-23)
  • Net Income to Stockholder's Equity has 571 outliers

Debt ratio %

numerical

Approximate Distinct Count 4208
Approximate Unique (%) 61.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 0.1132
Minimum 0
Maximum 1
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Debt ratio % is skewed right (γ1 = 0.9806)

Quantile Statistics

Minimum 0
5-th Percentile 0.03222
Q1 0.07289
Median 0.1114
Q3 0.1488
95-th Percentile 0.2026
Maximum 1
Range 1
IQR 0.07591

Descriptive Statistics

Mean 0.1132
Standard Deviation 0.05392
Variance 0.002907
Sum 771.7545
Skewness 0.9806
Kurtosis 10.721
Coefficient of Variation 0.4764
  • Debt ratio % is not normally distributed (p-value 1.403319545369679e-06)
  • Debt ratio % has 30 outliers

Non-industry income and expenditure/revenue

numerical

Approximate Distinct Count 2551
Approximate Unique (%) 37.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 0.3036
Minimum 0
Maximum 1
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Non-industry income and expenditure/revenue is skewed right (γ1 = 39.633)

Quantile Statistics

Minimum 0
5-th Percentile 0.3031
Q1 0.3035
Median 0.3035
Q3 0.3036
95-th Percentile 0.3039
Maximum 1
Range 1
IQR 0.00011892

Descriptive Statistics

Mean 0.3036
Standard Deviation 0.01116
Variance 0.00012462
Sum 2070.4047
Skewness 39.633
Kurtosis 2647.4856
Coefficient of Variation 0.03677
  • Non-industry income and expenditure/revenue is not normally distributed (p-value 4.227909193353937e-25)
  • Non-industry income and expenditure/revenue has 1094 outliers

Working Capital/Equity

numerical

Approximate Distinct Count 6819
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 0.7358
Minimum 0
Maximum 1
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Working Capital/Equity is skewed left (γ1 = -36.1957)

Quantile Statistics

Minimum 0
5-th Percentile 0.7298
Q1 0.7336
Median 0.736
Q3 0.7386
95-th Percentile 0.7418
Maximum 1
Range 1
IQR 0.004948

Descriptive Statistics

Mean 0.7358
Standard Deviation 0.01168
Variance 0.00013638
Sum 5017.5329
Skewness -36.1957
Kurtosis 2411.1634
Coefficient of Variation 0.01587
  • Working Capital/Equity is not normally distributed (p-value 1.796783706523491e-24)
  • Working Capital/Equity has 153 outliers

Net Value Growth Rate

numerical

Approximate Distinct Count 4502
Approximate Unique (%) 66.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 1.5662e+06
Minimum 0
Maximum 9.33e+09
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Net Value Growth Rate is skewed right (γ1 = 80.2742)

Quantile Statistics

Minimum 0
5-th Percentile 0.00039153
Q1 0.00044097
Median 0.00046196
Q3 0.00049936
95-th Percentile 0.00068241
Maximum 9.33e+09
Range 9.33e+09
IQR 5.8393e-05

Descriptive Statistics

Mean 1.5662e+06
Standard Deviation 1.1416e+08
Variance 1.3032e+16
Sum 1.068e+10
Skewness 80.2742
Kurtosis 6540.1165
Coefficient of Variation 72.8888
  • Net Value Growth Rate is not normally distributed (p-value 4.226523915679557e-25)
  • Net Value Growth Rate has 792 outliers

Total debt/Total net worth

numerical

Approximate Distinct Count 5518
Approximate Unique (%) 80.9%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 4.4163e+06
Minimum 0
Maximum 9.94e+09
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Total debt/Total net worth is skewed right (γ1 = 46.3451)

Quantile Statistics

Minimum 0
5-th Percentile 0.001139
Q1 0.003007
Median 0.005546
Q3 0.009273
95-th Percentile 0.01996
Maximum 9.94e+09
Range 9.94e+09
IQR 0.006266

Descriptive Statistics

Mean 4.4163e+06
Standard Deviation 1.6841e+08
Variance 2.8361e+16
Sum 3.0115e+10
Skewness 46.3451
Kurtosis 2346.5179
Coefficient of Variation 38.1327
  • Total debt/Total net worth is not normally distributed (p-value 4.226548488503902e-25)
  • Total debt/Total net worth has 407 outliers

Interest-bearing debt interest rate

numerical

Approximate Distinct Count 1080
Approximate Unique (%) 15.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 1.6448e+07
Minimum 0
Maximum 9.9e+08
Zeros 891
Zeros (%) 13.1%
Negatives 0
Negatives (%) 0.0%
  • Interest-bearing debt interest rate is skewed right (γ1 = 7.0318)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0.00020302
Median 0.00032103
Q3 0.00053255
95-th Percentile 0.001261
Maximum 9.9e+08
Range 9.9e+08
IQR 0.00032953

Descriptive Statistics

Mean 1.6448e+07
Standard Deviation 1.0828e+08
Variance 1.1723e+16
Sum 1.1216e+11
Skewness 7.0318
Kurtosis 50.0119
Coefficient of Variation 6.5829
  • Interest-bearing debt interest rate is not normally distributed (p-value 4.228114661229559e-25)
  • Interest-bearing debt interest rate has 396 outliers

Total Asset Growth Rate

numerical

Approximate Distinct Count 1751
Approximate Unique (%) 25.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 5.5081e+09
Minimum 0
Maximum 9.99e+09
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Total Asset Growth Rate is skewed left (γ1 = -0.9186)

Quantile Statistics

Minimum 0
5-th Percentile 0.00011599
Q1 4.86e+09
Median 6.4e+09
Q3 7.39e+09
95-th Percentile 9.03e+09
Maximum 9.99e+09
Range 9.99e+09
IQR 2.53e+09

Descriptive Statistics

Mean 5.5081e+09
Standard Deviation 2.8977e+09
Variance 8.3968e+18
Sum 3.756e+13
Skewness -0.9186
Kurtosis -0.4172
Coefficient of Variation 0.5261
  • Total Asset Growth Rate is not normally distributed (p-value 4.301246773219508e-09)
  • Total Asset Growth Rate has 1381 outliers

Continuous interest rate (after tax)

numerical

Approximate Distinct Count 3617
Approximate Unique (%) 53.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 0.7814
Minimum 0
Maximum 1
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Continuous interest rate (after tax) is skewed left (γ1 = -53.1884)

Quantile Statistics

Minimum 0
5-th Percentile 0.7811
Q1 0.7816
Median 0.7816
Q3 0.7817
95-th Percentile 0.7819
Maximum 1
Range 1
IQR 0.00016856

Descriptive Statistics

Mean 0.7814
Standard Deviation 0.01268
Variance 0.00016076
Sum 5328.24
Skewness -53.1884
Kurtosis 3126.4396
Coefficient of Variation 0.01623
  • Continuous interest rate (after tax) is not normally distributed (p-value 4.25627200420906e-25)
  • Continuous interest rate (after tax) has 806 outliers

Operating Profit Growth Rate

numerical

Approximate Distinct Count 6249
Approximate Unique (%) 91.6%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 0.848
Minimum 0
Maximum 1
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Operating Profit Growth Rate is skewed left (γ1 = -71.6732)

Quantile Statistics

Minimum 0
5-th Percentile 0.8477
Q1 0.848
Median 0.848
Q3 0.8481
95-th Percentile 0.8486
Maximum 1
Range 1
IQR 0.00013843

Descriptive Statistics

Mean 0.848
Standard Deviation 0.01075
Variance 0.00011562
Sum 5782.3756
Skewness -71.6732
Kurtosis 5679.9853
Coefficient of Variation 0.01268
  • Operating Profit Growth Rate is not normally distributed (p-value 4.228116249148503e-25)
  • Operating Profit Growth Rate has 1008 outliers

Degree of Financial Leverage (DFL)

numerical

Approximate Distinct Count 6240
Approximate Unique (%) 91.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 0.02754
Minimum 0
Maximum 1
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Degree of Financial Leverage (DFL) is skewed right (γ1 = 45.7141)

Quantile Statistics

Minimum 0
5-th Percentile 0.02646
Q1 0.02679
Median 0.02681
Q3 0.02691
95-th Percentile 0.02795
Maximum 1
Range 1
IQR 0.00012203

Descriptive Statistics

Mean 0.02754
Standard Deviation 0.01567
Variance 0.00024548
Sum 187.8029
Skewness 45.7141
Kurtosis 2473.6178
Coefficient of Variation 0.5689
  • Degree of Financial Leverage (DFL) is not normally distributed (p-value 4.233489294068028e-25)
  • Degree of Financial Leverage (DFL) has 1503 outliers

Interest Coverage Ratio (Interest expense to EBIT)

numerical

Approximate Distinct Count 6240
Approximate Unique (%) 91.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 0.5654
Minimum 0
Maximum 1
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Interest Coverage Ratio (Interest expense to EBIT) is skewed left (γ1 = -13.9365)

Quantile Statistics

Minimum 0
5-th Percentile 0.5636
Q1 0.5652
Median 0.5653
Q3 0.5657
95-th Percentile 0.5683
Maximum 1
Range 1
IQR 0.00056631

Descriptive Statistics

Mean 0.5654
Standard Deviation 0.01321
Variance 0.00017462
Sum 3855.1757
Skewness -13.9365
Kurtosis 911.1316
Coefficient of Variation 0.02337
  • Interest Coverage Ratio (Interest expense to EBIT) is not normally distributed (p-value 4.26928479374667e-25)
  • Interest Coverage Ratio (Interest expense to EBIT) has 1421 outliers

After-tax Net Profit Growth Rate

numerical

Approximate Distinct Count 6246
Approximate Unique (%) 91.6%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 0.6891
Minimum 0
Maximum 1
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • After-tax Net Profit Growth Rate is skewed left (γ1 = -25.5777)

Quantile Statistics

Minimum 0
5-th Percentile 0.688
Q1 0.6893
Median 0.6894
Q3 0.6896
95-th Percentile 0.6906
Maximum 1
Range 1
IQR 0.00037723

Descriptive Statistics

Mean 0.6891
Standard Deviation 0.01385
Variance 0.00019191
Sum 4699.2874
Skewness -25.5777
Kurtosis 1267.1228
Coefficient of Variation 0.0201
  • After-tax Net Profit Growth Rate is not normally distributed (p-value 4.242475005041568e-25)
  • After-tax Net Profit Growth Rate has 1033 outliers

Total assets to GNP price

numerical

Approximate Distinct Count 6818
Approximate Unique (%) 100.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 1.8629e+07
Minimum 0
Maximum 9.82e+09
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Total assets to GNP price is skewed right (γ1 = 21.7542)

Quantile Statistics

Minimum 0
5-th Percentile 0.00034299
Q1 0.00090362
Median 0.002085
Q3 0.00527
95-th Percentile 0.02988
Maximum 9.82e+09
Range 9.82e+09
IQR 0.004366

Descriptive Statistics

Mean 1.8629e+07
Standard Deviation 3.7645e+08
Variance 1.4171e+17
Sum 1.2703e+11
Skewness 21.7542
Kurtosis 490.7823
Coefficient of Variation 20.2073
  • Total assets to GNP price is not normally distributed (p-value 4.226595794167378e-25)
  • Total assets to GNP price has 797 outliers

Research and development expense rate

numerical

Approximate Distinct Count 1536
Approximate Unique (%) 22.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 1.9504e+09
Minimum 0
Maximum 9.98e+09
Zeros 1424
Zeros (%) 20.9%
Negatives 0
Negatives (%) 0.0%
  • Research and development expense rate is skewed right (γ1 = 1.2818)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0.00012819
Median 5.09e+08
Q3 3.45e+09
95-th Percentile 7.71e+09
Maximum 9.98e+09
Range 9.98e+09
IQR 3.45e+09

Descriptive Statistics

Mean 1.9504e+09
Standard Deviation 2.5983e+09
Variance 6.7511e+18
Sum 1.33e+13
Skewness 1.2818
Kurtosis 0.5922
Coefficient of Variation 1.3322
  • Research and development expense rate is not normally distributed (p-value 8.609982159433603e-25)
  • Research and development expense rate has 182 outliers

Average Collection Days

numerical

Approximate Distinct Count 5451
Approximate Unique (%) 79.9%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 9.8262e+06
Minimum 0
Maximum 9.73e+09
Zeros 7
Zeros (%) 0.1%
Negatives 0
Negatives (%) 0.0%
  • Average Collection Days is skewed right (γ1 = 30.5734)

Quantile Statistics

Minimum 0
5-th Percentile 0.001679
Q1 0.004387
Median 0.006573
Q3 0.008973
95-th Percentile 0.01374
Maximum 9.73e+09
Range 9.73e+09
IQR 0.004586

Descriptive Statistics

Mean 9.8262e+06
Standard Deviation 2.5636e+08
Variance 6.572e+16
Sum 6.7005e+10
Skewness 30.5734
Kurtosis 989.009
Coefficient of Variation 26.0893
  • Average Collection Days is not normally distributed (p-value 4.226612553116597e-25)
  • Average Collection Days has 193 outliers

Persistent EPS in the Last Four Seasons

numerical

Approximate Distinct Count 1358
Approximate Unique (%) 19.9%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 109104
Mean 0.2288
Minimum 0
Maximum 1
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Persistent EPS in the Last Four Seasons is skewed right (γ1 = 5.1348)

Quantile Statistics

Minimum 0
5-th Percentile 0.1923
Q1 0.2147
Median 0.2245
Q3 0.2388
95-th Percentile 0.2766
Maximum 1
Range 1
IQR 0.02411

Descriptive Statistics

Mean 0.2288
Standard Deviation 0.03326
Variance 0.001106
Sum 1560.2748
Skewness 5.1348
Kurtosis 81.5611
Coefficient of Variation 0.1454
  • Persistent EPS in the Last Four Seasons is not normally distributed (p-value 6.796007667334496e-17)
  • Persistent EPS in the Last Four Seasons has 508 outliers

Target

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.0%
Missing 0
Missing (%) 0.0%
Memory Size 450054
  • The largest value (0) is over 30.0 times larger than the second largest value (1)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 1
2nd row 1
3rd row 1
4th row 1
5th row 1

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 6819
  • The top 2 categories (0, 1) take over 50.0%
  • The largest value (0) is over 30.0 times larger than the second largest value (1)
  • Target has words of constant length

Interactions

Correlations

Missing Values